Text Classification on Clinc
97.8Best AccuracyTask-level fine-tuning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Task-level fine-tuning2025.06 | 97.8 | — | |
| Many-shot (ours)Masking Strategy=mask all targets2025.06 | 97.5 | 97.5 | |
| Many-shot (ours)Masking Strategy=mask last target2025.06 | 96.8 | 96.8 | |
| Few-shotMasking Strategy=mask all targets2025.06 | 96.1 | 96.1 | |
| Few-shotMasking Strategy=mask last target2025.06 | 95.5 | 95.5 | |
| Many-shotStrategy=autoregressive2025.06 | 95 | 95 | |
| No fine-tuning2025.06 | 90.8 | 90.8 | |
| Zero shot2025.06 | 88.6 | 86.3 |